Practical AI for engineers running real infrastructure

AI CloudOps Toolkit exists because the gap between "AI hype" and "AI that actually helps you fix a stuck OpenStack VM at 2am" is real — and unnecessarily wide.

We publish prompt libraries, tool reviews, and DevOps guides aimed at one audience: the engineers actually running Linux, OpenStack, Kubernetes, GitLab CI, Prometheus, and the rest of the production stack. No fluff. No "10 AI tips that will change your life." Just the workflows that have worked in production.

What we cover

• AI prompt libraries tuned for infrastructure tasks (with safety constraints baked in).
• Honest, hands-on reviews of AI tools — Claude, ChatGPT, Cursor, Copilot, Warp, and more.
• Guides on combining AI with existing tools: Ansible, Terraform, GitLab CI, Prometheus, Grafana.
• Incident-response and SRE workflows that use AI without sacrificing safety.

What we don't do

• We don't recommend tools we haven't actually used.
• We don't pretend AI is magic. We treat it as a senior pair-programmer who occasionally hallucinates.
• We don't publish "AI will replace SREs" think-pieces. It won't. But it will change what good SREs do.

How we fund this

A mix of affiliate links, a future newsletter sponsorship slot, and (eventually) paid prompt packs. We only recommend tools we'd use ourselves on production infrastructure. See our affiliate disclosure for full details.

Get in touch

Have a workflow that worked? Want to suggest a prompt? Disagree with a review? Reach out — we read everything.